Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	2147
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	432.0 KiB
Average record size in memory	206.0 B

Variable types

NUM	15
CAT	1

Reproduction

Analysis started	2020-05-02 15:03:17.294121
Analysis finished	2020-05-02 15:04:06.280305
Version	pandas-profiling v2.5.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`mode` has 57 (2.7%) zeros	Zeros

meanfreq
Real number (ℝ_≥0)

Distinct count	2146
Unique (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1870594791
Minimum	0.1125746087
Maximum	0.2511237587
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.1125746087
5-th percentile	0.1399722295
Q1	0.1748685002
median	0.1886386787
Q3	0.2011942643
95-th percentile	0.2305188825
Maximum	0.2511237587
Range	0.13854915
Interquartile range (IQR)	0.02632576411

Descriptive statistics

Standard deviation	0.0249000491
Coefficient of variation (CV)	0.1331130036
Kurtosis	0.1658105411
Mean	0.1870594791
Median Absolute Deviation (MAD)	0.0188486892
Skewness	-0.3028387724
Sum	401.6167016
Variance	0.0006200124454

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.11257461 0.12490613 0.14097202 0.16540393 0.17621094 0.20144825 0.21234939 0.23706762 0.24381429 0.25112376], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.2137323717	2	0.1%
0.2289027479	1	< 0.1%
0.1410780758	1	< 0.1%
0.1919592257	1	< 0.1%
0.2120307575	1	< 0.1%
0.2137375189	1	< 0.1%
0.2038652175	1	< 0.1%
0.1863085001	1	< 0.1%
0.1763834864	1	< 0.1%
0.1665615201	1	< 0.1%
Other values (2136)	2136	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1125746087	1	< 0.1%
0.112687253	1	< 0.1%
0.1137637158	1	< 0.1%
0.1139983213	1	< 0.1%
0.1173230883	1	< 0.1%

Value	Count	Frequency (%)
0.2511237587	1	< 0.1%
0.2470406841	1	< 0.1%
0.2443564469	1	< 0.1%
0.2432721416	1	< 0.1%
0.2432663032	1	< 0.1%

sd
Real number (ℝ_≥0)

Distinct count	2146
Unique (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05530093694
Minimum	0.02178199064
Maximum	0.09579842628
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.02178199064
5-th percentile	0.03180802534
Q1	0.04082656847
median	0.05831198978
Q3	0.06350557289
95-th percentile	0.08266786103
Maximum	0.09579842628
Range	0.07401643564
Interquartile range (IQR)	0.02267900441

Descriptive statistics

Standard deviation	0.015375466
Coefficient of variation (CV)	0.2780326492
Kurtosis	-0.6619897957
Mean	0.05530093694
Median Absolute Deviation (MAD)	0.01259476389
Skewness	0.08051377599
Sum	118.7311116
Variance	0.0002364049548

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.02178199 0.02716882 0.03067919 0.03861014 0.04602112 ... 0.05714759 0.06285018 0.06867393 0.08885061 0.09579843], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.05770473882	2	0.1%
0.06212247431	1	< 0.1%
0.05804067186	1	< 0.1%
0.04080598623	1	< 0.1%
0.04357460227	1	< 0.1%
0.06248637126	1	< 0.1%
0.06089676665	1	< 0.1%
0.07472792323	1	< 0.1%
0.05512079056	1	< 0.1%
0.06745093931	1	< 0.1%
Other values (2136)	2136	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02178199064	1	< 0.1%
0.02506826557	1	< 0.1%
0.02550020574	1	< 0.1%
0.02551958613	1	< 0.1%
0.0259730293	1	< 0.1%

Value	Count	Frequency (%)
0.09579842628	1	< 0.1%
0.09563517323	1	< 0.1%
0.09492076645	1	< 0.1%
0.09289041687	1	< 0.1%
0.09288353691	1	< 0.1%

Q75
Real number (ℝ_≥0)

Distinct count	2069
Unique (%)	96.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2296628411
Minimum	0.1631165118
Maximum	0.2734693878
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.1631165118
5-th percentile	0.1966532536
Q1	0.2139680316
median	0.2305333333
Q3	0.2465191018
95-th percentile	0.2583990519
Maximum	0.2734693878
Range	0.110352876
Interquartile range (IQR)	0.03255107016

Descriptive statistics

Standard deviation	0.02017126131
Coefficient of variation (CV)	0.08782988669
Kurtosis	-0.6927704264
Mean	0.2296628411
Median Absolute Deviation (MAD)	0.01710888942
Skewness	-0.2743823662
Sum	493.0861199
Variance	0.0004068797829

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.16311651 0.18520374 0.19471775 0.20741995 0.20746213 0.25906095 0.26676175 0.27346939], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.2333333333	4	0.2%
0.2413793103	4	0.2%
0.245	4	0.2%
0.2418181818	3	0.1%
0.2549253731	3	0.1%
0.224	3	0.1%
0.2499570815	2	0.1%
0.2385514612	2	0.1%
0.2077659574	2	0.1%
0.2140622372	2	0.1%
Other values (2059)	2118	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1631165118	1	< 0.1%
0.1657439896	1	< 0.1%
0.1681334392	1	< 0.1%
0.1693767867	1	< 0.1%
0.1694839609	1	< 0.1%

Value	Count	Frequency (%)
0.2734693878	1	< 0.1%
0.2698517298	1	< 0.1%
0.2689373297	1	< 0.1%
0.2689240506	1	< 0.1%
0.2687919943	1	< 0.1%

IQR
Real number (ℝ_≥0)

Distinct count	2084
Unique (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08224428519
Minimum	0.01658674189
Maximum	0.195526658
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.01658674189
5-th percentile	0.02711022704
Q1	0.04403782563
median	0.09107526882
Q3	0.1123675488
95-th percentile	0.1441319139
Maximum	0.195526658
Range	0.1789399161
Interquartile range (IQR)	0.06832972312

Descriptive statistics

Standard deviation	0.03899081434
Coefficient of variation (CV)	0.4740853938
Kurtosis	-0.8970459927
Mean	0.08224428519
Median Absolute Deviation (MAD)	0.03445675249
Skewness	0.1502248831
Sum	176.5784803
Variance	0.001520283603

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.01658674 0.02030467 0.02533616 0.05246359 0.06350478 ... 0.10077909 0.1206064 0.12846758 0.18203592 0.19552666], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.035	4	0.2%
0.105	4	0.2%
0.04666666667	3	0.1%
0.04307692308	3	0.1%
0.1184615385	2	0.1%
0.1119311193	2	0.1%
0.04433333333	2	0.1%
0.1091176471	2	0.1%
0.1067150635	2	0.1%
0.1017755444	2	0.1%
Other values (2074)	2121	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01658674189	1	< 0.1%
0.01742895805	1	< 0.1%
0.01800643087	1	< 0.1%
0.01817218543	1	< 0.1%
0.01858541893	1	< 0.1%

Value	Count	Frequency (%)
0.195526658	1	< 0.1%
0.1909363831	1	< 0.1%
0.1846098868	1	< 0.1%
0.1825903614	1	< 0.1%
0.1814814815	1	< 0.1%

skew
Real number (ℝ_≥0)

Distinct count	2146
Unique (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.073514085
Minimum	0.2850202853
Maximum	4.316058818
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.2850202853
5-th percentile	1.090451625
Q1	1.55429069
median	2.00091713
Q3	2.531818639
95-th percentile	3.347653841
Maximum	4.316058818
Range	4.031038532
Interquartile range (IQR)	0.9775279492

Descriptive statistics

Standard deviation	0.6895606485
Coefficient of variation (CV)	0.3325565298
Kurtosis	-0.2283313113
Mean	2.073514085
Median Absolute Deviation (MAD)	0.5601325066
Skewness	0.4661334878
Sum	4451.834741
Variance	0.475493888

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.28502029 0.69149892 0.90823648 1.08766507 1.31926702 ... 2.68051138 3.13681312 3.62239673 4.00677045 4.31605882], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2.113598278	2	0.1%
2.163847944	1	< 0.1%
3.058550761	1	< 0.1%
2.069733704	1	< 0.1%
3.371422074	1	< 0.1%
2.068888018	1	< 0.1%
2.001373324	1	< 0.1%
4.065658329	1	< 0.1%
3.896396746	1	< 0.1%
2.073218316	1	< 0.1%
Other values (2136)	2136	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2850202853	1	< 0.1%
0.5487427053	1	< 0.1%
0.5897874639	1	< 0.1%
0.608051472	1	< 0.1%
0.6083710438	1	< 0.1%

Value	Count	Frequency (%)
4.316058818	1	< 0.1%
4.281047254	1	< 0.1%
4.154631288	1	< 0.1%
4.147547098	1	< 0.1%
4.112595664	1	< 0.1%

sp.ent
Real number (ℝ_≥0)

Distinct count	2146
Unique (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.896081886
Minimum	0.7711673323
Maximum	0.9765329702
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.7711673323
5-th percentile	0.8203984316
Q1	0.8646363488
median	0.9016863291
Q3	0.9266093325
95-th percentile	0.9630603704
Maximum	0.9765329702
Range	0.2053656379
Interquartile range (IQR)	0.06197298372

Descriptive statistics

Standard deviation	0.04259591666
Coefficient of variation (CV)	0.04753574123
Kurtosis	-0.4938296522
Mean	0.896081886
Median Absolute Deviation (MAD)	0.03501713152
Skewness	-0.3637771111
Sum	1923.887809
Variance	0.001814412116

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.77116733 0.79946337 0.81671027 0.84305589 0.84305709 0.89060231 0.93530743 0.96840759 0.97653297], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.8597123484	2	0.1%
0.8960124174	1	< 0.1%
0.9437210184	1	< 0.1%
0.9257820649	1	< 0.1%
0.8549195159	1	< 0.1%
0.7900474456	1	< 0.1%
0.8502610037	1	< 0.1%
0.9162869554	1	< 0.1%
0.8504492364	1	< 0.1%
0.8762574598	1	< 0.1%
Other values (2136)	2136	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.7711673323	1	< 0.1%
0.7713014082	1	< 0.1%
0.7718593829	1	< 0.1%
0.7727412762	1	< 0.1%
0.7738310166	1	< 0.1%

Value	Count	Frequency (%)
0.9765329702	1	< 0.1%
0.9764626195	1	< 0.1%
0.976355461	1	< 0.1%
0.9758139234	1	< 0.1%
0.9753869363	1	< 0.1%

sfm
Real number (ℝ_≥0)

Distinct count	2146
Unique (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3915937023
Minimum	0.08220408541
Maximum	0.8260991385
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.08220408541
5-th percentile	0.1584448722
Q1	0.2491830445
median	0.361472534
Q3	0.5092714429
95-th percentile	0.7283540146
Maximum	0.8260991385
Range	0.7438950531
Interquartile range (IQR)	0.2600883983

Descriptive statistics

Standard deviation	0.1741391803
Coefficient of variation (CV)	0.4446935159
Kurtosis	-0.6326895567
Mean	0.3915937023
Median Absolute Deviation (MAD)	0.1456743056
Skewness	0.5193885095
Sum	840.7516789
Variance	0.03032445411

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.08220409 0.11809323 0.16981495 0.32469214 0.5401082 0.78752155 0.82609914], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.08493436355	2	0.1%
0.5809385427	1	< 0.1%
0.2345334848	1	< 0.1%
0.1969930127	1	< 0.1%
0.1792393576	1	< 0.1%
0.5597423183	1	< 0.1%
0.1701727166	1	< 0.1%
0.5604066953	1	< 0.1%
0.3876420051	1	< 0.1%
0.4375912436	1	< 0.1%
Other values (2136)	2136	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.08220408541	1	< 0.1%
0.08493436355	2	0.1%
0.09335855486	1	< 0.1%
0.09445510179	1	< 0.1%
0.09467554002	1	< 0.1%

Value	Count	Frequency (%)
0.8260991385	1	< 0.1%
0.8226706545	1	< 0.1%
0.8225866361	1	< 0.1%
0.8180562992	1	< 0.1%
0.8130875954	1	< 0.1%

mode
Real number (ℝ_≥0)

ZEROS

Distinct count	2045
Unique (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1847511453
Minimum	0
Maximum	0.28
Zeros	57
Zeros (%)	2.7%
Memory size	16.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04999161777
Q1	0.1598844002
median	0.1969686985
Q3	0.2300726819
95-th percentile	0.2650716534
Maximum	0.28
Range	0.28
Interquartile range (IQR)	0.07018828171

Descriptive statistics

Standard deviation	0.06386627131
Coefficient of variation (CV)	0.3456880941
Kurtosis	1.036461832
Mean	0.1847511453
Median Absolute Deviation (MAD)	0.04832893441
Skewness	-1.115941192
Sum	396.660709
Variance	0.004078900612

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.00152807 0.02214741 0.0498901 0.05026062 ... 0.18925633 0.20797918 0.26160889 0.27985169 0.28 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	57	2.7%
0.28	9	0.4%
0.1866666667	5	0.2%
0.05013333333	3	0.1%
0.245	3	0.1%
0.239762963	2	0.1%
0.1938461538	2	0.1%
0.04999161777	2	0.1%
0.210097629	2	0.1%
0.1082411436	2	0.1%
Other values (2035)	2060	95.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	57	2.7%
0.003056133056	1	< 0.1%
0.004603288063	1	< 0.1%
0.004875621891	1	< 0.1%
0.005390898483	1	< 0.1%

Value	Count	Frequency (%)
0.28	9	0.4%
0.2797033898	1	< 0.1%
0.2795851852	1	< 0.1%
0.2795229983	1	< 0.1%
0.2791181102	1	< 0.1%

meanfun
Real number (ℝ_≥0)

Distinct count	2146
Unique (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1453491138
Minimum	0.07116814457
Maximum	0.2257554714
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.07116814457
5-th percentile	0.1017074817
Q1	0.1227695399
median	0.1414446349
Q3	0.1698690581
95-th percentile	0.1915817037
Maximum	0.2257554714
Range	0.1545873269
Interquartile range (IQR)	0.04709951823

Descriptive statistics

Standard deviation	0.02891874278
Coefficient of variation (CV)	0.1989605717
Kurtosis	-0.9345505894
Mean	0.1453491138
Median Absolute Deviation (MAD)	0.02516219264
Skewness	0.1100841701
Sum	312.0645474
Variance	0.0008362936841

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.07116814 0.09050164 0.10163275 0.10871818 0.12375133 ... 0.18294314 0.19388853 0.20181843 0.21339336 0.22575547], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.1336673026	2	0.1%
0.1650750785	1	< 0.1%
0.1571508312	1	< 0.1%
0.1682575029	1	< 0.1%
0.1727898711	1	< 0.1%
0.1013949163	1	< 0.1%
0.1137630326	1	< 0.1%
0.1418104062	1	< 0.1%
0.1341726856	1	< 0.1%
0.1749417791	1	< 0.1%
Other values (2136)	2136	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.07116814457	1	< 0.1%
0.07173922044	1	< 0.1%
0.07877827652	1	< 0.1%
0.08045982686	1	< 0.1%
0.08061413048	1	< 0.1%

Value	Count	Frequency (%)
0.2257554714	1	< 0.1%
0.2165806582	1	< 0.1%
0.2162084628	1	< 0.1%
0.2137212584	1	< 0.1%
0.2130654584	1	< 0.1%

minfun
Real number (ℝ_≥0)

Distinct count	621
Unique (%)	28.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.03834713862
Minimum	0.009775171065
Maximum	0.09142857143
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.009775171065
5-th percentile	0.01597284951
Q1	0.02043436065
median	0.04710500491
Q3	0.04809619238
95-th percentile	0.05206073753
Maximum	0.09142857143
Range	0.08165340036
Interquartile range (IQR)	0.02766183173

Descriptive statistics

Standard deviation	0.01468286113
Coefficient of variation (CV)	0.3828932656
Kurtosis	-0.9042928865
Mean	0.03834713862
Median Absolute Deviation (MAD)	0.01328316812
Skewness	-0.3633667957
Sum	82.33130661
Variance	0.0002155864109

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.00977517 0.0154654 0.01564793 0.01685098 0.01950984 ... 0.05013056 0.05189195 0.05514074 0.07067932 0.09142857], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.04692082111	59	2.7%
0.04710500491	51	2.4%
0.0469667319	47	2.2%
0.04701273262	46	2.1%
0.04705882353	42	2.0%
0.0473840079	39	1.8%
0.04715127701	37	1.7%
0.04729064039	35	1.6%
0.04719764012	32	1.5%
0.04743083004	29	1.4%
Other values (611)	1730	80.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.009775171065	1	< 0.1%
0.009900990099	1	< 0.1%
0.01107419712	1	< 0.1%
0.01302083333	1	< 0.1%
0.01481481481	1	< 0.1%

Value	Count	Frequency (%)
0.09142857143	1	< 0.1%
0.09039548023	1	< 0.1%
0.08556149733	1	< 0.1%
0.08474576271	1	< 0.1%
0.08376963351	1	< 0.1%

maxfun
Real number (ℝ_≥0)

Distinct count	44
Unique (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2686778589
Minimum	0.2191780822
Maximum	0.2791139241
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.2191780822
5-th percentile	0.233378933
Q1	0.2666666667
median	0.275862069
Q3	0.2774566474
95-th percentile	0.2790697674
Maximum	0.2791139241
Range	0.05993584186
Interquartile range (IQR)	0.01078998073

Descriptive statistics

Standard deviation	0.01417242086
Coefficient of variation (CV)	0.0527487487
Kurtosis	2.20030684
Mean	0.2686778589
Median Absolute Deviation (MAD)	0.01069240507
Skewness	-1.741719291
Sum	576.851363
Variance	0.000200857513

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.21917808 0.22792208 0.2322211 0.2384506 0.240006 ... 0.27661028 0.27740757 0.27761721 0.27842377 0.27911392], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.2790697674	477	22.2%
0.275862069	349	16.3%
0.2774566474	295	13.7%
0.2711864407	160	7.5%
0.2666666667	106	4.9%
0.2742857143	100	4.7%
0.262295082	90	4.2%
0.25	63	2.9%
0.2727272727	49	2.3%
0.2580645161	47	2.2%
Other values (34)	411	19.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2191780822	16	0.7%
0.2222222222	15	0.7%
0.2253521127	11	0.5%
0.2272727273	2	0.1%
0.2285714286	28	1.3%

Value	Count	Frequency (%)
0.2791139241	6	0.3%
0.2790697674	477	22.2%
0.2777777778	15	0.7%
0.2774566474	295	13.7%
0.2773584906	2	0.1%

meandom
Real number (ℝ_≥0)

Distinct count	2083
Unique (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9199502507
Minimum	0.05684840426
Maximum	2.284943182
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.05684840426
5-th percentile	0.1989071801
Q1	0.56640625
median	0.8884943182
Q3	1.236617647
95-th percentile	1.787269176
Maximum	2.284943182
Range	2.228094778
Interquartile range (IQR)	0.6702113971

Descriptive statistics

Standard deviation	0.4716556733
Coefficient of variation (CV)	0.5126969344
Kurtosis	-0.4282040493
Mean	0.9199502507
Median Absolute Deviation (MAD)	0.3856923876
Skewness	0.3677127073
Sum	1975.133188
Variance	0.2224590741

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.0568484 0.17830087 0.20757212 0.45424332 1.16064453 1.44995404 1.69431323 2.00176554 2.28494318], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.71875	4	0.2%
1.0078125	3	0.1%
1.372395833	3	0.1%
0.861328125	2	0.1%
0.673828125	2	0.1%
1.11328125	2	0.1%
0.7901785714	2	0.1%
0.7265625	2	0.1%
0.18359375	2	0.1%
1.044270833	2	0.1%
Other values (2073)	2123	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05684840426	1	< 0.1%
0.06527217742	1	< 0.1%
0.06883445946	1	< 0.1%
0.07832532051	1	< 0.1%
0.07861328125	1	< 0.1%

Value	Count	Frequency (%)
2.284943182	1	< 0.1%
2.27290483	1	< 0.1%
2.254488032	1	< 0.1%
2.253038194	1	< 0.1%
2.228816106	1	< 0.1%

mindom
Real number (ℝ_≥0)

Distinct count	39
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.03610754559
Minimum	0.0048828125
Maximum	0.1640625
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.0048828125
5-th percentile	0.0078125
Q1	0.0234375
median	0.0234375
Q3	0.0234375
95-th percentile	0.15625
Maximum	0.1640625
Range	0.1591796875
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04089028656
Coefficient of variation (CV)	1.132458213
Kurtosis	3.357520245
Mean	0.03610754559
Median Absolute Deviation (MAD)	0.02797173695
Skewness	2.135527143
Sum	77.52290039
Variance	0.001672015535

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.00488281 0.00634766 0.01123047 0.01513672 0.0185791 ... 0.14111328 0.14746094 0.15869141 0.16259766 0.1640625 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.0234375	1190	55.4%
0.0078125	470	21.9%
0.1640625	79	3.7%
0.0546875	39	1.8%
0.140625	31	1.4%
0.15625	29	1.4%
0.09375	28	1.3%
0.015625	28	1.3%
0.0048828125	26	1.2%
0.03125	23	1.1%
Other values (29)	204	9.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0048828125	26	1.2%
0.0078125	470	21.9%
0.0146484375	1	< 0.1%
0.015625	28	1.3%
0.02153320313	9	0.4%

Value	Count	Frequency (%)
0.1640625	79	3.7%
0.1611328125	1	< 0.1%
0.15625	29	1.4%
0.1484375	15	0.7%
0.146484375	3	0.1%

maxdom
Real number (ℝ_≥0)

Distinct count	828
Unique (%)	38.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.718784455
Minimum	0.1328125
Maximum	14.3203125
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.1328125
5-th percentile	0.5703125
Q1	3.796875
median	5.6953125
Q3	7.96875
95-th percentile	10.4765625
Maximum	14.3203125
Range	14.1875
Interquartile range (IQR)	4.171875

Descriptive statistics

Standard deviation	2.931069457
Coefficient of variation (CV)	0.5125336478
Kurtosis	-0.5353127689
Mean	5.718784455
Median Absolute Deviation (MAD)	2.366201609
Skewness	-0.005241449305
Sum	12278.23022
Variance	8.591168164

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0.1328125 0.22265625 0.91796875 2.5390625 3.47265625 ... 8.00390625 9.64453125 10.32421875 12.0703125 14.3203125 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5.15625	16	0.7%
7	15	0.7%
5.390625	11	0.5%
12.0234375	11	0.5%
6.4453125	10	0.5%
5.2734375	10	0.5%
4.3828125	9	0.4%
8.015625	9	0.4%
6.140625	9	0.4%
8.90625	9	0.4%
Other values (818)	2038	94.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1328125	1	< 0.1%
0.140625	1	< 0.1%
0.171875	1	< 0.1%
0.1796875	1	< 0.1%
0.1953125	2	0.1%

Value	Count	Frequency (%)
14.3203125	1	< 0.1%
14.109375	2	0.1%
13.265625	1	< 0.1%
12.75	1	< 0.1%
12.7265625	1	< 0.1%

modindx
Real number (ℝ_≥0)

Distinct count	2140
Unique (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.146303408
Minimum	0.01988135321
Maximum	0.3703703704
Zeros	0
Zeros (%)	0.0%
Memory size	16.9 KiB

Quantile statistics

Minimum	0.01988135321
5-th percentile	0.06604905656
Q1	0.09789981337
median	0.1290789474
Q3	0.1750854285
95-th percentile	0.2929986012
Maximum	0.3703703704
Range	0.3504890172
Interquartile range (IQR)	0.07718561509

Descriptive statistics

Standard deviation	0.06799654657
Coefficient of variation (CV)	0.4647639279
Kurtosis	0.9691658323
Mean	0.146303408
Median Absolute Deviation (MAD)	0.05222248852
Skewness	1.146287076
Sum	314.113417
Variance	0.004623530345

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.01988135 0.04411442 0.05535429 0.07141691 0.0853234 ... 0.12885101 0.16658494 0.21359492 0.28836307 0.37037037], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.1722488038	2	0.1%
0.1176470588	2	0.1%
0.1064935065	2	0.1%
0.2290513104	2	0.1%
0.06043956044	2	0.1%
0.1462053571	2	0.1%
0.1075268817	2	0.1%
0.1509009009	1	< 0.1%
0.3150266972	1	< 0.1%
0.170018622	1	< 0.1%
Other values (2130)	2130	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01988135321	1	< 0.1%
0.02164750958	1	< 0.1%
0.02248677249	1	< 0.1%
0.02419512195	1	< 0.1%
0.02922690132	1	< 0.1%

Value	Count	Frequency (%)
0.3703703704	1	< 0.1%
0.3692664348	1	< 0.1%
0.3691883373	1	< 0.1%
0.3626834382	1	< 0.1%
0.3609316892	1	< 0.1%

label
Categorical

Distinct count	2
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.9 KiB

male	1081
female	1066

Value	Count	Frequency (%)
male	1081	50.3%
female	1066	49.7%

Length

Max length	6
Mean length	4.993013507
Min length	4

Value	Count	Frequency (%)
Lowercase_Letter	5	100.0%

Value	Count	Frequency (%)
Latin	5	100.0%

Value	Count	Frequency (%)
ASCII	5	100.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Count
Matrix

First rows

	meanfreq	sd	Q75	IQR	skew	sp.ent	sfm	mode	meanfun	minfun	maxfun	meandom	mindom	maxdom	modindx	label
0	0.151228	0.072111	0.207955	0.111374	1.232831	0.963322	0.727232	0.083878	0.088965	0.017798	0.250000	0.201497	0.007812	0.562500	0.247119	male
1	0.135120	0.079146	0.206045	0.127325	1.101174	0.971955	0.783568	0.104261	0.106398	0.016931	0.266667	0.712812	0.007812	5.484375	0.208274	male
2	0.132786	0.079557	0.209592	0.141634	1.932562	0.963181	0.738307	0.112555	0.110132	0.017112	0.253968	0.298222	0.007812	2.726562	0.125160	male
3	0.150762	0.074463	0.205718	0.112819	1.530643	0.967573	0.762638	0.086197	0.105945	0.026230	0.266667	0.479620	0.007812	5.312500	0.123992	male
4	0.142239	0.078018	0.208587	0.120381	1.099746	0.970723	0.770992	0.219103	0.096729	0.017957	0.250000	0.336476	0.007812	2.164062	0.148272	male
5	0.134329	0.080350	0.201957	0.126377	1.190368	0.975246	0.804505	0.011699	0.105881	0.019300	0.262295	0.340365	0.015625	4.695312	0.089920	male
6	0.138551	0.077054	0.202739	0.115426	1.626770	0.966004	0.752042	0.012101	0.104199	0.019139	0.262295	0.246094	0.007812	2.718750	0.132351	male
7	0.190846	0.065790	0.244357	0.112076	1.562304	0.938546	0.538810	0.050129	0.113323	0.017544	0.275862	1.434115	0.007812	6.320312	0.254780	male
8	0.168346	0.074121	0.239824	0.124068	2.704335	0.934523	0.559742	0.060033	0.083484	0.015717	0.231884	0.146563	0.007812	3.125000	0.059537	male
9	0.181015	0.074369	0.254175	0.125502	2.587325	0.915284	0.475317	0.059957	0.098643	0.016145	0.275862	0.209844	0.007812	3.695312	0.059940	male

Last rows

	meanfreq	sd	Q75	IQR	skew	sp.ent	sfm	mode	meanfun	minfun	maxfun	meandom	mindom	maxdom	modindx	label
2137	0.178573	0.046679	0.204601	0.055293	3.066668	0.891448	0.321169	0.153032	0.155380	0.025478	0.253968	0.637921	0.148438	6.148438	0.101291	female
2138	0.201806	0.036057	0.227872	0.049707	1.585353	0.884731	0.227903	0.176117	0.191704	0.032720	0.275862	0.593750	0.007812	5.921875	0.124383	female
2139	0.183667	0.040607	0.207646	0.051166	2.054138	0.898138	0.313925	0.177040	0.149237	0.018648	0.262295	0.550312	0.007812	3.421875	0.166503	female
2140	0.168794	0.085842	0.240229	0.144671	1.462248	0.956201	0.706861	0.184442	0.182863	0.020699	0.271186	0.988281	0.007812	5.882812	0.268617	female
2141	0.151771	0.089147	0.230199	0.172040	1.227710	0.962045	0.744590	0.230547	0.201600	0.023426	0.266667	0.766741	0.007812	4.007812	0.192220	female
2142	0.146023	0.092525	0.224337	0.182590	1.384981	0.948999	0.659825	0.215482	0.195640	0.039506	0.275862	0.533854	0.007812	2.992188	0.258924	female
2143	0.131884	0.084734	0.201144	0.151859	1.762129	0.962934	0.763182	0.200836	0.182790	0.083770	0.262295	0.832899	0.007812	4.210938	0.161929	female
2144	0.142056	0.095798	0.224360	0.190936	1.876502	0.946854	0.654196	0.008006	0.209918	0.039506	0.275862	0.494271	0.007812	2.937500	0.194759	female
2145	0.143659	0.090628	0.219943	0.176435	1.591065	0.950436	0.675470	0.212202	0.172375	0.034483	0.250000	0.791360	0.007812	3.593750	0.311002	female
2146	0.165509	0.092884	0.250827	0.180756	1.705029	0.938829	0.601529	0.267702	0.185607	0.062257	0.271186	0.227022	0.007812	0.554688	0.350000	female

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Missing values

Sample

First rows

Last rows